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Truncated Newton Method for Solving Minimax Problems

Authors: Junxiang Li; Bo Yu 0003; Shuting Zhang;

Truncated Newton Method for Solving Minimax Problems

Abstract

An exact method for solving the problem of minimizing the maximum of a finite number of functions consists of solving a sequence of sub problems when quadratic approximations to the functions are employed in the determination of a search direction. For problems of large size, solving the sub problems exactly can be very expensive. In this paper we study truncated methods for solving the minimax problem. In such a truncated method, the sub problems and quadratic sub problems are solved only up to a certain degree of accuracy. The necessary accuracies that are needed to preserve the nice features of the exact method are established. The numerical results show that this method is efficient.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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